Operational Data Checking
An automatic data checking system has been implemented at ECMWF to trigger warnings in case of anomalies affecting the quality or the availability of the data assimilated by the model. Selected statistical parameters (number of observations, bias correction, and mean bias-corrected background, analysis departures and probability of gross error) are checked against an expected range. An appropriate alert message (including a time series plot) is generated if statistics are outside the specified ranges. A severity level (slight, considerable, severe) is assigned to each message depending on how far statistics are from the expected values. Two kinds of ranges are used by the automatic checking: Soft and Hard limits. Soft limits are updated automatically using statistics from the last twenty days (extremes are excluded during this process). Hard limits are adjusted manually when required.
Currently, the automatic checking is limited to data passing through the minimisation process (including VarBC passive data). It's being applied twice a day to the delayed cut-off 4D-VAR cycles (00 and 12) and four times a day to the early delivery assimilation system (00,06,12 and 18).
The alarm system results are based on feedback information from the ECMWF data assimilation and consequently reflect the ECMWF data usage. Although most warnings are related to data problems, they may on occasion also be related to model issues. Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice. ECMWF accepts no responsibility for actions taken on the basis of these results.
Delayed cut-off 4DVAR at 2022-01-24 12:00
| amsua | ||
| NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.2372, expected range: -0.2080 -0.2003 |
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| NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0811, expected range: -0.1016 -0.0955 |
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| NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4525, expected range: -0.4142 -0.4046 |
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| NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.4388, expected range: -0.4045 -0.3919 |
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| NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
19 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0890, expected range: -0.1356 -0.1320 |
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| METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.2045, expected range: 0.2391 0.2439 |
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| iasi | ||
| METOP-B IASI RADIANCES (56 channels affected) : out of range
Considerable: obs_number=1905.0000, expected range: 2033.5309 2449.7632 |
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| mhs | ||
| NOAA-19 MHS ALLSKY RADIANCES CHANNEL 1 : out of range
13 times in the last 10 days for at least one item Severely_persistent: stdev_norm_fgdepar=0.1343, expected range: 0.1174 0.1263 |
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| NOAA-19 MHS ALLSKY RADIANCES CHANNEL 3 : out of range
17 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=0.5552, expected range: 0.6164 0.6957 |
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| METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
17 times in the last 10 days for at least one item Severely_persistent: obs_number=5724.0000, expected range: 6595.8093 6643.0911 |
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| ssmis | ||
| DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_biascorr=-0.0796, expected range: 0.0450 0.1817 |
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| Atmospheric Motion Vector | ||
| GOES-16 AMV VIS1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Slight: stdev_fgdepar=1.6294, expected range: 0.9936 1.6214 |
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| Radiosondes | ||
| LAND TEMP TEMPERATURE (K) 29862 PRESSURE LAYER 300-600 (HPA) : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8872, expected range: -0.4518 0.7500 |
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| LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-11.6068, expected range: -18.9620 4.5738 Severely_persistent: rms_fgdepar=11.6068, expected range: 0.0000 18.9220 Severely_persistent: avg_pge=0.9297, expected range: -0.0885 0.7500 |
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| LAND TEMP Q (G/KG) 78988 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.5547, expected range: 0.1222 2.0510 |
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| All LAND TEMP ALL LAYERS WMO BLOCK 17 : all data missing
Severe: obs_number=0, expected range: 23.52 156.46 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) 53068 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: avg_fgdepar=-9.5389, expected range: -8.4602 3.5724 Severe: rms_fgdepar=9.5389, expected range: 0.0000 8.3837 Severe: avg_pge=0.8979, expected range: -1.1368 0.7500 |
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| All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 83 : all data missing
Severe: obs_number=0, expected range: 55.69 133.74 |
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| All BUFR TEMP DESCENT ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 82.65 102.15 |
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| HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=121.0000, expected range: 177.1303 288.8697 |
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| BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item Considerable: obs_number=1238.0000, expected range: 0.0000 777.3401 |
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| amdar | ||
| WIGOS AMDAR WIND VECTOR DIFF (M/S) MLSMMDZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.4029, expected range: 0.0000 7.6579 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) 2FYIR4JA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=16.2400, expected range: 0.0000 6.5207 |
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| WIGOS AMDAR WIND VECTOR DIFF (M/S) A2ODSMZA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=16.9935, expected range: 0.0000 8.6742 |
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| ADS-C WIND VECTOR DIFF (M/S) JFQAYHBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.8064, expected range: 0.0000 11.9491 |
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| ADS-C WIND VECTOR DIFF (M/S) OJRK5OJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=31.4190, expected range: -4.9382 17.0331 Severe: rms_fgdepar=33.8470, expected range: 0.0000 22.2141 |
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| ADS-C WIND VECTOR DIFF (M/S) F30UILRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.0562, expected range: 0.0000 20.2063 |
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| ADS-C WIND VECTOR DIFF (M/S) WPASEEZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=25.8874, expected range: 0.0000 26.4465 |
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| ADS-C WIND VECTOR DIFF (M/S) 0Z2GRYZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9491, expected range: 0.0000 17.3861 |
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| airep | ||
| AIREP WIND VECTOR DIFF (M/S) THY34 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item Severe: avg_fgdepar=67.5666, expected range: -16.4259 25.2722 Severe: rms_fgdepar=67.5666, expected range: -27.9195 38.9062 |
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| AIREP WIND VECTOR DIFF (M/S) BAW6B PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.6794, expected range: 0.0000 31.3546 |
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| AIREP WIND VECTOR DIFF (M/S) BAW91C PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.5595, expected range: 0.0000 34.4162 |
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| AIREP WIND VECTOR DIFF (M/S) BAW31F PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.4587, expected range: 0.0000 32.0099 |
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| prof | ||
| EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
5 times in the last 10 days for at least one item Severely_persistent: obs_number=0.0000, expected range: 0.0000 1249.5412 |
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| synop | ||
| MANUAL LAND SYNOP RH2M (%) 64706 : out of range
7 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.9400, expected range: -1.2154 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76773 : out of range
9 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=775.1022, expected range: -166.7700 248.1323 Severely_persistent: rms_fgdepar=775.1022, expected range: 0.0000 174.0811 Severely_persistent: avg_pge=0.9054, expected range: 0.0000 0.0000 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42237 : out of range
16 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8806, expected range: -1.5813 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42177 : out of range
13 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8811, expected range: -1.0857 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 48302 : out of range
29 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=603.9355, expected range: -963.6430 1595.0355 Severely_persistent: rms_fgdepar=603.9355, expected range: 0.0000 1595.0355 Severely_persistent: avg_pge=0.8818, expected range: -1.1578 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI14ADB : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8263, expected range: -0.1184 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 43001 : out of range
Severe: avg_fgdepar=52.2326, expected range: 2.3683 41.7229 Severe: rms_fgdepar=52.2326, expected range: 2.3683 41.7229 Severe: avg_pge=0.9975, expected range: -0.3004 0.4307 |
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| MANUAL LAND SYNOP RH2M (%) 13591 : out of range
Severe: avg_fgdepar=61.8766, expected range: -50.3354 48.0759 Severe: rms_fgdepar=61.8766, expected range: 0.0000 23.4641 Severe: avg_pge=0.9959, expected range: 0.0013 0.0047 |
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| MANUAL LAND SYNOP RH2M (%) 43083 : out of range
4 times in the last 10 days for at least one item Severe: avg_pge=0.8832, expected range: -1.9221 0.7500 |
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| MANUAL LAND SYNOP RH2M (%) 17115 : out of range
Severe: rms_fgdepar=35.9792, expected range: 0.0000 18.1355 |
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| MANUAL LAND SYNOP RH2M (%) 42915 : out of range
2 times in the last 10 days for at least one item Severe: avg_pge=0.9538, expected range: -0.1250 0.1647 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67241 : out of range
Severe: avg_fgdepar=941.6425, expected range: -291.1962 313.2369 Severe: rms_fgdepar=942.0313, expected range: 0.0000 294.7810 Severe: avg_pge=0.9328, expected range: -0.4794 0.7500 |
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| MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67217 : out of range
Severe: avg_pge=0.8004, expected range: 0.6522 0.7500 |
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| BUFR LAND SYNOP RH2M (%) 71774 : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=35.7797, expected range: 0.0000 12.1446 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) 16280 : out of range
1 times in the last 10 days for at least one item Severe: avg_pge=0.8099, expected range: -0.1620 0.7500 |
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| BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item Severe: obs_number=1230.0000, expected range: 1629.4206 1660.3294 Considerable: obs_number=388.0000, expected range: 412.0835 453.9165 Considerable: obs_number=181.0000, expected range: 200.5730 204.9826 Considerable: obs_number=137.0000, expected range: 173.5429 185.7904 Considerable: obs_number=71.0000, expected range: 99.9645 107.0355 |
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| AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
3 times in the last 10 days for at least one item Considerable: obs_number=481.0000, expected range: 88.6847 293.8153 Considerable: rms_fgdepar=207.9345, expected range: 25.9426 138.4174 |
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| ship | ||
| BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRNR5 : out of range
5 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8096, expected range: -0.4694 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3EVK3 : out of range
22 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-547.6760, expected range: -856.3513 -146.8506 Severely_persistent: rms_fgdepar=547.6760, expected range: 142.5246 867.7106 Severely_persistent: avg_pge=0.8224, expected range: -0.5613 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V8776 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=963.1809, expected range: -172.6781 1284.0526 Severely_persistent: rms_fgdepar=963.1809, expected range: 0.0000 1279.9213 Severely_persistent: avg_pge=0.8883, expected range: 0.3757 0.7500 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK72 : out of range
Severe: rms_fgdepar=619.9873, expected range: 0.0000 158.3170 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) OXVS2 : out of range
3 times in the last 10 days for at least one item Severe: avg_fgdepar=-779.0685, expected range: -1574.8856 1608.6904 Severe: rms_fgdepar=779.0685, expected range: 0.0000 1624.1307 |
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| BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JPN : out of range
Severe: avg_fgdepar=1041.6005, expected range: -106.9296 166.0761 Severe: rms_fgdepar=1041.6005, expected range: 0.0000 143.2831 Severe: avg_pge=0.9000, expected range: -0.4787 0.5516 |
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| buoy | ||
| DRIFTING BUOYS SURFACE PRESSURE (PA) 1301760 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_pge=0.8675, expected range: -1.3532 0.7500 |
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| metar | ||
| METAR SURFACE PRESSURE (PA) PALP : out of range
Severe: rms_fgdepar=408.7141, expected range: 0.0000 116.9951 |
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| snow | ||
| AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-62.4134, expected range: -63.7304 -57.0901 Severely_persistent: rms_fgdepar=62.4134, expected range: 57.0901 63.7304 |
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| AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
18 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-66.8723, expected range: -81.4350 -69.1900 Severely_persistent: rms_fgdepar=66.8723, expected range: 69.1900 81.4350 |
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| BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-84.1137, expected range: -92.4595 -83.5579 |
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| BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=84.1184, expected range: 83.5606 92.4697 |
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| BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-58.8994, expected range: -68.2979 -59.2978 |
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| BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=58.9156, expected range: 59.3209 68.3081 |
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| BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-57.1337, expected range: -60.8279 -55.9336 |
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| BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=57.1349, expected range: 55.9347 60.8305 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-75.2527, expected range: -87.2595 -73.1729 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=75.2587, expected range: 73.1662 87.2972 |
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| BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-74.0055, expected range: -80.4498 -73.4958 |
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| BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=74.0081, expected range: 73.4984 80.4511 |
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| BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-91.1801, expected range: -97.3765 -81.1736 |
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| BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=91.1860, expected range: 81.1785 97.3870 |
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| BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-69.4946, expected range: -76.3767 -66.3401 |
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| BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=69.5018, expected range: 66.3406 76.3862 |
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| BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-61.1891, expected range: -63.8772 -57.2478 |
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| BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=61.2029, expected range: 57.2463 63.9028 |
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| BUFR LAND SYNOP SNOW (CM) 01036 : out of range
6 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-61.0800, expected range: -108.3806 4.8978 Severely_persistent: rms_fgdepar=61.1038, expected range: 0.0000 108.3763 |
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| BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-81.8749, expected range: -93.2114 -75.6898 |
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| BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=81.8877, expected range: 75.6966 93.2156 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-50.3814, expected range: -53.9537 -47.9439 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
24 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=50.3867, expected range: 47.9450 53.9682 |
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| BUFR LAND SYNOP SNOW (CM) 01008 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-76.3537, expected range: -77.2831 -52.6430 Severely_persistent: rms_fgdepar=76.3594, expected range: 52.6414 77.2862 |
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| BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=53.6445, expected range: 52.7900 57.8670 |
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| BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=53.6462, expected range: 52.7931 57.8701 |
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| BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-67.4000, expected range: -73.6454 -67.8464 |
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| BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=67.4149, expected range: 67.8495 73.6542 |
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| BUFR LAND SYNOP SNOW (CM) 47058 : out of range
10 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=95.0977, expected range: 88.5802 96.0165 Severely_persistent: rms_fgdepar=95.0977, expected range: 88.5802 96.0166 |
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| BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=54.6450, expected range: 27.5088 71.9312 |
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| BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
24 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=54.6547, expected range: 27.4566 72.0227 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-64.7792, expected range: -65.7763 -55.8266 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=64.7793, expected range: 55.8238 65.7812 |
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| BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-66.1615, expected range: -76.4594 -63.7210 |
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| BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=66.1632, expected range: 63.7225 76.4621 |
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| BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-55.7195, expected range: -62.1885 -54.2632 |
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| BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=55.7297, expected range: 54.2708 62.1869 |
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| BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-76.3026, expected range: -85.2536 -73.7196 |
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| BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=76.3098, expected range: 73.7234 85.2590 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
32 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-52.5276, expected range: -67.0780 -49.6680 |
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| BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
32 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=52.5405, expected range: 49.6676 67.0910 |
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| BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-75.9998, expected range: -84.7522 -74.3179 |
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| BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=76.0021, expected range: 74.3230 84.7528 |
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| BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-74.5123, expected range: -82.3436 -73.3094 |
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| BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=74.5212, expected range: 73.3184 82.3465 |
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| BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-70.9033, expected range: -78.5456 -65.3723 |
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| BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=70.9297, expected range: 65.3681 78.5643 |
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| MANUAL LAND SYNOP SNOW (CM) 16760 : out of range
Severe: avg_fgdepar=64.4166, expected range: -0.1403 0.1123 Severe: rms_fgdepar=64.4166, expected range: -0.1123 0.1403 |
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| MANUAL LAND SYNOP SNOW (CM) 16715 : out of range
Severe: rms_fgdepar=32.4977, expected range: -0.0559 0.0700 |
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| BUFR LAND SYNOP SNOW (CM) 16760 : out of range
Severe: avg_fgdepar=64.5789, expected range: -0.1092 0.0873 Severe: rms_fgdepar=64.5789, expected range: -0.0873 0.1092 |
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| t2m | ||
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.3859, expected range: -18.9979 -1.6915 Severely_persistent: rms_fgdepar=15.4315, expected range: 2.4419 18.8793 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
21 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.0717, expected range: -17.7567 -6.1515 Severely_persistent: rms_fgdepar=15.0717, expected range: 6.2691 17.9585 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.4670, expected range: -20.0038 11.8868 Severely_persistent: rms_fgdepar=12.4680, expected range: 0.0000 17.3372 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
26 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.1473, expected range: -17.6639 -8.0933 Severely_persistent: rms_fgdepar=14.1477, expected range: 8.1874 17.6875 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.3572, expected range: -18.0648 -1.0696 Severely_persistent: rms_fgdepar=13.4301, expected range: 1.2116 18.0567 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 36428 : out of range
6 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.0965, expected range: 0.0000 17.6806 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
27 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.9347, expected range: -24.1030 -0.2052 Severely_persistent: rms_fgdepar=12.9603, expected range: 1.1467 23.6946 |
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| LAND TEMP 2M TEMPERATURE (K) 30372 : out of range
26 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.7136, expected range: -19.5701 -4.0257 Severely_persistent: rms_fgdepar=12.7136, expected range: 4.0257 19.5701 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
24 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.8405, expected range: -17.2738 -7.9517 Severely_persistent: rms_fgdepar=13.9850, expected range: 8.1022 17.5502 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.4629, expected range: -19.0786 -1.7654 Severely_persistent: rms_fgdepar=15.5076, expected range: 2.5026 18.9681 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
20 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-15.1217, expected range: -17.7947 -6.2196 Severely_persistent: rms_fgdepar=15.1217, expected range: 6.3370 17.9952 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
8 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.5170, expected range: -20.0538 11.8368 Severely_persistent: rms_fgdepar=12.5180, expected range: 0.0000 17.4368 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
30 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-12.2466, expected range: -15.0984 -10.8324 Severely_persistent: rms_fgdepar=12.5934, expected range: 10.9900 15.4202 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
26 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-14.1974, expected range: -17.7137 -8.1290 Severely_persistent: rms_fgdepar=14.1977, expected range: 8.2263 17.7353 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
14 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.4072, expected range: -18.1148 -1.1196 Severely_persistent: rms_fgdepar=13.4798, expected range: 1.2605 18.1071 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 36428 : out of range
6 times in the last 10 days for at least one item Severely_persistent: rms_fgdepar=12.1051, expected range: 0.0000 17.7639 |
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| BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
26 times in the last 10 days for at least one item Severely_persistent: avg_fgdepar=-13.1110, expected range: -24.1616 -0.3116 Severely_persistent: rms_fgdepar=13.1346, expected range: 1.2138 23.7802 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02316 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=12.1813, expected range: 0.0000 7.7233 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71077 : out of range
Severe: rms_fgdepar=10.2038, expected range: 0.0000 5.6775 |
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| AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
Severe: avg_fgdepar=-14.3248, expected range: -12.5966 -7.4532 Severe: rms_fgdepar=14.3505, expected range: 7.6579 12.8889 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 44302 : out of range
Severe: rms_fgdepar=10.3948, expected range: 0.6515 5.7811 |
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| MANUAL LAND SYNOP 2M TEMPERATURE (K) 44265 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.0885, expected range: -12.2970 -0.0201 Severe: rms_fgdepar=15.1253, expected range: 0.7293 12.3885 |
 | |
| MANUAL LAND SYNOP 2M TEMPERATURE (K) 32389 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=10.2412, expected range: 0.0000 2.9408 |
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| METAR 2M TEMPERATURE (K) USDA : out of range
3 times in the last 10 days for at least one item Severe: rms_fgdepar=12.5799, expected range: 0.0000 11.3291 |
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| METAR 2M TEMPERATURE (K) ESNK : out of range
Severe: rms_fgdepar=10.8172, expected range: 0.2205 4.9355 |
 | |
| METAR 2M TEMPERATURE (K) OPKL : out of range
4 times in the last 10 days for at least one item Severe: rms_fgdepar=12.0475, expected range: 0.0000 16.6507 |
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| METAR 2M TEMPERATURE (K) UKON : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=10.3360, expected range: 0.0000 3.1495 |
 | |
| LAND TEMP 2M TEMPERATURE (K) 64500 : out of range
Severe: avg_fgdepar=-12.8113, expected range: -17.2970 6.6478 Severe: rms_fgdepar=12.9267, expected range: 0.0000 16.1315 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 30173 : out of range
2 times in the last 10 days for at least one item Severe: rms_fgdepar=12.0164, expected range: 0.0000 10.6020 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 44265 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-15.4014, expected range: -11.8471 -0.8612 Severe: rms_fgdepar=15.4217, expected range: 1.7290 11.7946 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 02316 : out of range
2 times in the last 10 days for at least one item Severe: avg_fgdepar=-12.1833, expected range: -9.2108 5.6402 Severe: rms_fgdepar=12.4108, expected range: 0.0000 7.8086 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
Severe: avg_fgdepar=-14.4048, expected range: -12.7105 -7.5955 Severe: rms_fgdepar=14.4290, expected range: 7.7589 13.0411 |
 | |
| BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item Severe: obs_number=1164.0000, expected range: 1526.4316 1559.9213 |
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| rh2m | ||
| AUTOMATIC LAND SYNOP RH2M (%) 71766 : out of range
Severe: rms_fgdepar=36.1361, expected range: 0.0000 20.0146 |
 | |
| METAR RH2M (%) CYBL : out of range
1 times in the last 10 days for at least one item Severe: rms_fgdepar=32.4125, expected range: 0.0000 15.4413 |
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| BUFR LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item Severe: avg_lsm=0.9059, expected range: 0.7126 0.8110 Considerable: obs_number=1154.0000, expected range: 1460.2661 1610.2602 |
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